Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 503 |
| Missing cells | 1414 |
| Missing cells (%) | 20.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 55.1 KiB |
| Average record size in memory | 112.3 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 13 |
Total Pasien is highly correlated with Sembuh and 8 other fields | High correlation |
Sembuh is highly correlated with Total Pasien and 6 other fields | High correlation |
Meninggal is highly correlated with Total Pasien and 8 other fields | High correlation |
Self Isolation is highly correlated with Total Pasien and 9 other fields | High correlation |
Masih Perawatan is highly correlated with Total Pasien and 10 other fields | High correlation |
Menunggu Hasil is highly correlated with Total Pasien and 7 other fields | High correlation |
Tenaga Kesehatan Terinfeksi is highly correlated with Total Pasien and 7 other fields | High correlation |
Positif Harian is highly correlated with Total Pasien and 10 other fields | High correlation |
Positif Aktif is highly correlated with Total Pasien and 10 other fields | High correlation |
Sembuh Harian is highly correlated with Total Pasien and 7 other fields | High correlation |
Tanpa Gejala is highly correlated with Bergejala | High correlation |
Bergejala is highly correlated with Self Isolation and 6 other fields | High correlation |
Belum Ada Data is highly correlated with Self Isolation and 5 other fields | High correlation |
Total Pasien is highly correlated with Sembuh and 9 other fields | High correlation |
Sembuh is highly correlated with Total Pasien and 9 other fields | High correlation |
Meninggal is highly correlated with Total Pasien and 9 other fields | High correlation |
Self Isolation is highly correlated with Total Pasien and 10 other fields | High correlation |
Masih Perawatan is highly correlated with Total Pasien and 9 other fields | High correlation |
Menunggu Hasil is highly correlated with Total Pasien and 7 other fields | High correlation |
Tenaga Kesehatan Terinfeksi is highly correlated with Total Pasien and 7 other fields | High correlation |
Positif Harian is highly correlated with Total Pasien and 8 other fields | High correlation |
Positif Aktif is highly correlated with Total Pasien and 9 other fields | High correlation |
Sembuh Harian is highly correlated with Total Pasien and 6 other fields | High correlation |
Tanpa Gejala is highly correlated with Total Pasien and 4 other fields | High correlation |
Bergejala is highly correlated with Self Isolation and 3 other fields | High correlation |
Total Pasien is highly correlated with Sembuh and 7 other fields | High correlation |
Sembuh is highly correlated with Total Pasien and 7 other fields | High correlation |
Meninggal is highly correlated with Total Pasien and 7 other fields | High correlation |
Self Isolation is highly correlated with Masih Perawatan and 5 other fields | High correlation |
Masih Perawatan is highly correlated with Total Pasien and 8 other fields | High correlation |
Menunggu Hasil is highly correlated with Total Pasien and 7 other fields | High correlation |
Tenaga Kesehatan Terinfeksi is highly correlated with Total Pasien and 7 other fields | High correlation |
Positif Harian is highly correlated with Total Pasien and 8 other fields | High correlation |
Positif Aktif is highly correlated with Total Pasien and 8 other fields | High correlation |
Sembuh Harian is highly correlated with Total Pasien and 6 other fields | High correlation |
Positif Aktif is highly correlated with Belum Ada Data and 9 other fields | High correlation |
Belum Ada Data is highly correlated with Positif Aktif and 9 other fields | High correlation |
Masih Perawatan is highly correlated with Positif Aktif and 9 other fields | High correlation |
Menunggu Hasil is highly correlated with Tenaga Kesehatan Terinfeksi | High correlation |
Total Pasien is highly correlated with Positif Aktif and 9 other fields | High correlation |
Tenaga Kesehatan Terinfeksi is highly correlated with Menunggu Hasil | High correlation |
Meninggal is highly correlated with Positif Aktif and 9 other fields | High correlation |
Tanpa Gejala is highly correlated with Positif Aktif and 8 other fields | High correlation |
Positif Harian is highly correlated with Positif Aktif and 9 other fields | High correlation |
Sembuh Harian is highly correlated with Positif Aktif and 8 other fields | High correlation |
Sembuh is highly correlated with Positif Aktif and 9 other fields | High correlation |
Bergejala is highly correlated with Positif Aktif and 9 other fields | High correlation |
Self Isolation is highly correlated with Positif Aktif and 9 other fields | High correlation |
Menunggu Hasil has 497 (98.8%) missing values | Missing |
Tenaga Kesehatan Terinfeksi has 497 (98.8%) missing values | Missing |
Tanpa Gejala has 140 (27.8%) missing values | Missing |
Bergejala has 140 (27.8%) missing values | Missing |
Belum Ada Data has 140 (27.8%) missing values | Missing |
Tanggal Jam has unique values | Unique |
Sembuh has 17 (3.4%) zeros | Zeros |
Self Isolation has 15 (3.0%) zeros | Zeros |
Positif Harian has 7 (1.4%) zeros | Zeros |
Sembuh Harian has 24 (4.8%) zeros | Zeros |
Reproduction
| Analysis started | 2021-07-17 04:05:39.591575 |
|---|---|
| Analysis finished | 2021-07-17 04:05:58.418943 |
| Duration | 18.83 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 503 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.1 KiB |
| Minimum | 2020-03-01 18:00:00 |
|---|---|
| Maximum | 2021-07-16 08:00:00 |
| Distinct | 497 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180943.3161 |
| Minimum | 0 |
|---|---|
| Maximum | 727016 |
| Zeros | 2 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 520.1 |
| Q1 | 12167 |
| median | 111201 |
| Q3 | 358259 |
| 95-th percentile | 478541.6 |
| Maximum | 727016 |
| Range | 727016 |
| Interquartile range (IQR) | 346092 |
Descriptive statistics
| Standard deviation | 182803.7804 |
|---|---|
| Coefficient of variation (CV) | 1.010282028 |
| Kurtosis | -0.6148424024 |
| Mean | 180943.3161 |
| Median Absolute Deviation (MAD) | 106426 |
| Skewness | 0.7399923789 |
| Sum | 91014488 |
| Variance | 3.341722212 × 1010 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 7 | 4 | 0.8% |
| 0 | 2 | 0.4% |
| 3 | 2 | 0.4% |
| 34 | 2 | 0.4% |
| 3746 | 1 | 0.2% |
| 111201 | 1 | 0.2% |
| 25242 | 1 | 0.2% |
| 136861 | 1 | 0.2% |
| 8863 | 1 | 0.2% |
| 151201 | 1 | 0.2% |
| Other values (487) | 487 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 3 | 2 | |
| 7 | 4 | |
| 34 | 2 | |
| 36 | 1 | 0.2% |
| 62 | 1 | 0.2% |
| 72 | 1 | 0.2% |
| 79 | 1 | 0.2% |
| 95 | 1 | 0.2% |
| 97 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 727016 | 1 | |
| 714601 | 1 | |
| 701910 | 1 | |
| 689243 | 1 | |
| 677061 | 1 | |
| 662442 | 1 | |
| 649309 | 1 | |
| 636389 | 1 | |
| 623277 | 1 | |
| 610303 | 1 |
| Distinct | 480 |
|---|---|
| Distinct (%) | 95.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 165366.002 |
| Minimum | 0 |
|---|---|
| Maximum | 604034 |
| Zeros | 17 |
| Zeros (%) | 3.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 29.2 |
| Q1 | 7520 |
| median | 100816 |
| Q3 | 344276.5 |
| 95-th percentile | 438704.5 |
| Maximum | 604034 |
| Range | 604034 |
| Interquartile range (IQR) | 336756.5 |
Descriptive statistics
| Standard deviation | 170233.3244 |
|---|---|
| Coefficient of variation (CV) | 1.029433634 |
| Kurtosis | -1.060677193 |
| Mean | 165366.002 |
| Median Absolute Deviation (MAD) | 100013 |
| Skewness | 0.6323529223 |
| Sum | 83179099 |
| Variance | 2.897938474 × 1010 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 0 | 17 | 3.4% |
| 142 | 3 | 0.6% |
| 49 | 2 | 0.4% |
| 338 | 2 | 0.4% |
| 13 | 2 | 0.4% |
| 82 | 2 | 0.4% |
| 412 | 2 | 0.4% |
| 384652 | 1 | 0.2% |
| 9857 | 1 | 0.2% |
| 650 | 1 | 0.2% |
| Other values (470) | 470 |
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 12 | 1 | 0.2% |
| 13 | 2 | 0.4% |
| 17 | 1 | 0.2% |
| 21 | 1 | 0.2% |
| 22 | 1 | 0.2% |
| 23 | 1 | 0.2% |
| 27 | 1 | 0.2% |
| 29 | 1 | 0.2% |
| 31 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 604034 | 1 | |
| 595582 | 1 | |
| 592556 | 1 | |
| 589486 | 1 | |
| 584912 | 1 | |
| 564437 | 1 | |
| 543867 | 1 | |
| 526941 | 1 | |
| 512085 | 1 | |
| 501199 | 1 |
| Distinct | 488 |
|---|---|
| Distinct (%) | 97.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3182.359841 |
| Minimum | 0 |
|---|---|
| Maximum | 9845 |
| Zeros | 2 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 49.8 |
| Q1 | 654 |
| median | 2359 |
| Q3 | 5980 |
| 95-th percentile | 7968.9 |
| Maximum | 9845 |
| Range | 9845 |
| Interquartile range (IQR) | 5326 |
Descriptive statistics
| Standard deviation | 2766.950344 |
|---|---|
| Coefficient of variation (CV) | 0.8694649513 |
| Kurtosis | -1.006511097 |
| Mean | 3182.359841 |
| Median Absolute Deviation (MAD) | 1858 |
| Skewness | 0.5976580609 |
| Sum | 1600727 |
| Variance | 7656014.207 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 3 | 7 | 1.4% |
| 0 | 2 | 0.4% |
| 12 | 2 | 0.4% |
| 658 | 2 | 0.4% |
| 29 | 2 | 0.4% |
| 632 | 2 | 0.4% |
| 381 | 2 | 0.4% |
| 6973 | 2 | 0.4% |
| 1 | 2 | 0.4% |
| 852 | 2 | 0.4% |
| Other values (478) | 478 |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.4% |
| 1 | 2 | 0.4% |
| 3 | 7 | |
| 5 | 1 | 0.2% |
| 7 | 1 | 0.2% |
| 9 | 1 | 0.2% |
| 11 | 1 | 0.2% |
| 12 | 2 | 0.4% |
| 15 | 1 | 0.2% |
| 19 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 9845 | 1 | |
| 9743 | 1 | |
| 9603 | 1 | |
| 9541 | 1 | |
| 9462 | 1 | |
| 9395 | 1 | |
| 9357 | 1 | |
| 9306 | 1 | |
| 9110 | 1 | |
| 9042 | 1 |
Self Isolation
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 479 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8424.180915 |
| Minimum | 0 |
|---|---|
| Maximum | 88294 |
| Zeros | 15 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 114.9 |
| Q1 | 3013.5 |
| median | 5028 |
| Q3 | 9005.5 |
| 95-th percentile | 21188.6 |
| Maximum | 88294 |
| Range | 88294 |
| Interquartile range (IQR) | 5992 |
Descriptive statistics
| Standard deviation | 12549.08667 |
|---|---|
| Coefficient of variation (CV) | 1.489650661 |
| Kurtosis | 17.49156127 |
| Mean | 8424.180915 |
| Median Absolute Deviation (MAD) | 2500 |
| Skewness | 3.98638959 |
| Sum | 4237363 |
| Variance | 157479576.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15 | 3.0% |
| 151 | 2 | 0.4% |
| 3483 | 2 | 0.4% |
| 3366 | 2 | 0.4% |
| 5161 | 2 | 0.4% |
| 8643 | 2 | 0.4% |
| 4993 | 2 | 0.4% |
| 3584 | 2 | 0.4% |
| 3485 | 2 | 0.4% |
| 2822 | 2 | 0.4% |
| Other values (469) | 470 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 7 | 1 | 0.2% |
| 27 | 1 | 0.2% |
| 42 | 1 | 0.2% |
| 57 | 1 | 0.2% |
| 66 | 1 | 0.2% |
| 71 | 1 | 0.2% |
| 77 | 1 | 0.2% |
| 79 | 1 | 0.2% |
| 109 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 88294 | 1 | |
| 86298 | 1 | |
| 78571 | 1 | |
| 73239 | 1 | |
| 72361 | 1 | |
| 71848 | 1 | |
| 71812 | 1 | |
| 69644 | 1 | |
| 68251 | 1 | |
| 66581 | 1 |
Masih Perawatan
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 479 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3970.77336 |
| Minimum | 0 |
|---|---|
| Maximum | 30418 |
| Zeros | 2 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 326.2 |
| Q1 | 1872 |
| median | 2861 |
| Q3 | 4407 |
| 95-th percentile | 11035.7 |
| Maximum | 30418 |
| Range | 30418 |
| Interquartile range (IQR) | 2535 |
Descriptive statistics
| Standard deviation | 4675.787035 |
|---|---|
| Coefficient of variation (CV) | 1.177550722 |
| Kurtosis | 14.12603338 |
| Mean | 3970.77336 |
| Median Absolute Deviation (MAD) | 1162 |
| Skewness | 3.58228591 |
| Sum | 1997299 |
| Variance | 21862984.39 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 4 | 0.8% |
| 2861 | 3 | 0.6% |
| 2555 | 3 | 0.6% |
| 2559 | 2 | 0.4% |
| 495 | 2 | 0.4% |
| 2258 | 2 | 0.4% |
| 3015 | 2 | 0.4% |
| 2010 | 2 | 0.4% |
| 5620 | 2 | 0.4% |
| 691 | 2 | 0.4% |
| Other values (469) | 479 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 2 | 2 | |
| 4 | 4 | |
| 31 | 2 | |
| 33 | 1 | 0.2% |
| 57 | 1 | 0.2% |
| 65 | 1 | 0.2% |
| 70 | 1 | 0.2% |
| 78 | 1 | 0.2% |
| 83 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 30418 | 1 | |
| 29721 | 1 | |
| 29136 | 1 | |
| 28290 | 1 | |
| 27687 | 1 | |
| 27442 | 1 | |
| 26903 | 1 | |
| 25380 | 1 | |
| 24843 | 1 | |
| 24273 | 1 |
Menunggu Hasil
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 6 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 497 |
| Missing (%) | 98.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 411.3333333 |
| Minimum | 345 |
|---|---|
| Maximum | 479 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 345 |
|---|---|
| 5-th percentile | 352.5 |
| Q1 | 379.5 |
| median | 412 |
| Q3 | 441.5 |
| 95-th percentile | 470.5 |
| Maximum | 479 |
| Range | 134 |
| Interquartile range (IQR) | 62 |
Descriptive statistics
| Standard deviation | 49.3058482 |
|---|---|
| Coefficient of variation (CV) | 0.1198683506 |
| Kurtosis | -1.084034017 |
| Mean | 411.3333333 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | 0.0240179704 |
| Sum | 2468 |
| Variance | 2431.066667 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 445 | 1 | 0.2% |
| 393 | 1 | 0.2% |
| 479 | 1 | 0.2% |
| 431 | 1 | 0.2% |
| 375 | 1 | 0.2% |
| 345 | 1 | 0.2% |
| (Missing) | 497 |
| Value | Count | Frequency (%) |
| 345 | 1 | |
| 375 | 1 | |
| 393 | 1 | |
| 431 | 1 | |
| 445 | 1 | |
| 479 | 1 |
| Value | Count | Frequency (%) |
| 479 | 1 | |
| 445 | 1 | |
| 431 | 1 | |
| 393 | 1 | |
| 375 | 1 | |
| 345 | 1 |
Tenaga Kesehatan Terinfeksi
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 6 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 497 |
| Missing (%) | 98.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.16666667 |
| Minimum | 25 |
|---|---|
| Maximum | 47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 25.75 |
| Q1 | 30.25 |
| median | 39.5 |
| Q3 | 43.5 |
| 95-th percentile | 46.25 |
| Maximum | 47 |
| Range | 22 |
| Interquartile range (IQR) | 13.25 |
Descriptive statistics
| Standard deviation | 8.931218655 |
|---|---|
| Coefficient of variation (CV) | 0.2403018472 |
| Kurtosis | -1.733980343 |
| Mean | 37.16666667 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.5004583891 |
| Sum | 223 |
| Variance | 79.76666667 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 44 | 1 | 0.2% |
| 47 | 1 | 0.2% |
| 42 | 1 | 0.2% |
| 28 | 1 | 0.2% |
| 25 | 1 | 0.2% |
| 37 | 1 | 0.2% |
| (Missing) | 497 |
| Value | Count | Frequency (%) |
| 25 | 1 | |
| 28 | 1 | |
| 37 | 1 | |
| 42 | 1 | |
| 44 | 1 | |
| 47 | 1 |
| Value | Count | Frequency (%) |
| 47 | 1 | |
| 44 | 1 | |
| 42 | 1 | |
| 37 | 1 | |
| 28 | 1 | |
| 25 | 1 |
Positif Harian
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 437 |
|---|---|
| Distinct (%) | 86.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1445.359841 |
| Minimum | 0 |
|---|---|
| Maximum | 14619 |
| Zeros | 7 |
| Zeros (%) | 1.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 46.4 |
| Q1 | 219 |
| median | 890 |
| Q3 | 1447.5 |
| 95-th percentile | 4879.2 |
| Maximum | 14619 |
| Range | 14619 |
| Interquartile range (IQR) | 1228.5 |
Descriptive statistics
| Standard deviation | 2245.317226 |
|---|---|
| Coefficient of variation (CV) | 1.5534659 |
| Kurtosis | 13.76228417 |
| Mean | 1445.359841 |
| Median Absolute Deviation (MAD) | 634 |
| Skewness | 3.537912647 |
| Sum | 727016 |
| Variance | 5041449.446 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7 | 1.4% |
| 127 | 4 | 0.8% |
| 76 | 3 | 0.6% |
| 98 | 3 | 0.6% |
| 867 | 2 | 0.4% |
| 147 | 2 | 0.4% |
| 1165 | 2 | 0.4% |
| 93 | 2 | 0.4% |
| 124 | 2 | 0.4% |
| 120 | 2 | 0.4% |
| Other values (427) | 474 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 2 | 2 | 0.4% |
| 3 | 1 | 0.2% |
| 4 | 1 | 0.2% |
| 7 | 1 | 0.2% |
| 10 | 1 | 0.2% |
| 14 | 2 | 0.4% |
| 16 | 1 | 0.2% |
| 25 | 1 | 0.2% |
| 26 | 2 | 0.4% |
| Value | Count | Frequency (%) |
| 14619 | 1 | |
| 13133 | 1 | |
| 13112 | 1 | |
| 12974 | 1 | |
| 12920 | 1 | |
| 12691 | 1 | |
| 12667 | 1 | |
| 12415 | 1 | |
| 12182 | 1 | |
| 10903 | 1 |
| Distinct | 491 |
|---|---|
| Distinct (%) | 97.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12394.95427 |
| Minimum | 0 |
|---|---|
| Maximum | 113137 |
| Zeros | 2 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 441.1 |
| Q1 | 4512 |
| median | 7816 |
| Q3 | 12931 |
| 95-th percentile | 31868.2 |
| Maximum | 113137 |
| Range | 113137 |
| Interquartile range (IQR) | 8419 |
Descriptive statistics
| Standard deviation | 16912.61419 |
|---|---|
| Coefficient of variation (CV) | 1.364475722 |
| Kurtosis | 16.32496647 |
| Mean | 12394.95427 |
| Median Absolute Deviation (MAD) | 3695 |
| Skewness | 3.903331825 |
| Sum | 6234662 |
| Variance | 286036518.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 4 | 0.8% |
| 0 | 2 | 0.4% |
| 31 | 2 | 0.4% |
| 7027 | 2 | 0.4% |
| 13140 | 2 | 0.4% |
| 4149 | 2 | 0.4% |
| 8925 | 2 | 0.4% |
| 7226 | 2 | 0.4% |
| 6271 | 2 | 0.4% |
| 2 | 2 | 0.4% |
| Other values (481) | 481 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 2 | 2 | |
| 4 | 4 | |
| 31 | 2 | |
| 33 | 1 | 0.2% |
| 57 | 1 | 0.2% |
| 65 | 1 | 0.2% |
| 70 | 1 | 0.2% |
| 84 | 1 | 0.2% |
| 85 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 113137 | 1 | |
| 109276 | 1 | |
| 102082 | 1 | |
| 100142 | 1 | |
| 100062 | 1 | |
| 99751 | 1 | |
| 96085 | 1 | |
| 94584 | 1 | |
| 91163 | 1 | |
| 90216 | 1 |
Sembuh Harian
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 410 |
|---|---|
| Distinct (%) | 81.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1200.862823 |
| Minimum | 0 |
|---|---|
| Maximum | 20570 |
| Zeros | 24 |
| Zeros (%) | 4.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 162 |
| median | 864 |
| Q3 | 1318 |
| 95-th percentile | 3516.6 |
| Maximum | 20570 |
| Range | 20570 |
| Interquartile range (IQR) | 1156 |
Descriptive statistics
| Standard deviation | 1968.090811 |
|---|---|
| Coefficient of variation (CV) | 1.638897277 |
| Kurtosis | 49.49797113 |
| Mean | 1200.862823 |
| Median Absolute Deviation (MAD) | 648 |
| Skewness | 6.053271313 |
| Sum | 604034 |
| Variance | 3873381.441 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24 | 4.8% |
| 1 | 9 | 1.8% |
| 2 | 7 | 1.4% |
| 4 | 6 | 1.2% |
| 6 | 4 | 0.8% |
| 7 | 4 | 0.8% |
| 3 | 4 | 0.8% |
| 107 | 3 | 0.6% |
| 1124 | 3 | 0.6% |
| 178 | 3 | 0.6% |
| Other values (400) | 436 |
| Value | Count | Frequency (%) |
| 0 | 24 | |
| 1 | 9 | 1.8% |
| 2 | 7 | 1.4% |
| 3 | 4 | 0.8% |
| 4 | 6 | 1.2% |
| 5 | 3 | 0.6% |
| 6 | 4 | 0.8% |
| 7 | 4 | 0.8% |
| 8 | 1 | 0.2% |
| 12 | 2 | 0.4% |
| Value | Count | Frequency (%) |
| 20570 | 1 | |
| 20475 | 1 | |
| 16926 | 1 | |
| 14856 | 1 | |
| 10886 | 1 | |
| 8452 | 1 | |
| 6607 | 1 | |
| 5936 | 1 | |
| 5799 | 1 | |
| 5757 | 1 |
| Distinct | 350 |
|---|---|
| Distinct (%) | 96.4% |
| Missing | 140 |
| Missing (%) | 27.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6415.278237 |
| Minimum | 75 |
|---|---|
| Maximum | 32752 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 75 |
|---|---|
| 5-th percentile | 697.8 |
| Q1 | 1678.5 |
| median | 5016 |
| Q3 | 7732.5 |
| 95-th percentile | 20500 |
| Maximum | 32752 |
| Range | 32677 |
| Interquartile range (IQR) | 6054 |
Descriptive statistics
| Standard deviation | 6415.994815 |
|---|---|
| Coefficient of variation (CV) | 1.000111699 |
| Kurtosis | 3.416622348 |
| Mean | 6415.278237 |
| Median Absolute Deviation (MAD) | 3149 |
| Skewness | 1.851960802 |
| Sum | 2328746 |
| Variance | 41164989.47 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6278 | 3 | 0.6% |
| 20500 | 3 | 0.6% |
| 5410 | 2 | 0.4% |
| 2622 | 2 | 0.4% |
| 6820 | 2 | 0.4% |
| 15324 | 2 | 0.4% |
| 9348 | 2 | 0.4% |
| 1195 | 2 | 0.4% |
| 26005 | 2 | 0.4% |
| 8770 | 2 | 0.4% |
| Other values (340) | 341 | |
| (Missing) | 140 |
| Value | Count | Frequency (%) |
| 75 | 1 | |
| 161 | 1 | |
| 177 | 1 | |
| 246 | 1 | |
| 305 | 1 | |
| 310 | 1 | |
| 376 | 1 | |
| 384 | 1 | |
| 443 | 1 | |
| 536 | 1 |
| Value | Count | Frequency (%) |
| 32752 | 1 | |
| 31922 | 1 | |
| 29553 | 1 | |
| 29253 | 1 | |
| 28902 | 1 | |
| 28502 | 1 | |
| 28216 | 1 | |
| 27502 | 1 | |
| 26005 | 2 | |
| 25600 | 1 |
| Distinct | 347 |
|---|---|
| Distinct (%) | 95.6% |
| Missing | 140 |
| Missing (%) | 27.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8437.865014 |
| Minimum | 637 |
|---|---|
| Maximum | 60476 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 637 |
|---|---|
| 5-th percentile | 3184.9 |
| Q1 | 4478 |
| median | 6139 |
| Q3 | 9827 |
| 95-th percentile | 19726.7 |
| Maximum | 60476 |
| Range | 59839 |
| Interquartile range (IQR) | 5349 |
Descriptive statistics
| Standard deviation | 7775.738494 |
|---|---|
| Coefficient of variation (CV) | 0.9215291405 |
| Kurtosis | 19.48499986 |
| Mean | 8437.865014 |
| Median Absolute Deviation (MAD) | 1997 |
| Skewness | 3.932793223 |
| Sum | 3062945 |
| Variance | 60462109.12 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5301 | 3 | 0.6% |
| 4478 | 3 | 0.6% |
| 4749 | 2 | 0.4% |
| 8077 | 2 | 0.4% |
| 6283 | 2 | 0.4% |
| 8916 | 2 | 0.4% |
| 6621 | 2 | 0.4% |
| 10102 | 2 | 0.4% |
| 12027 | 2 | 0.4% |
| 4142 | 2 | 0.4% |
| Other values (337) | 341 | |
| (Missing) | 140 |
| Value | Count | Frequency (%) |
| 637 | 1 | |
| 745 | 1 | |
| 1306 | 1 | |
| 1481 | 1 | |
| 1749 | 1 | |
| 1947 | 2 | |
| 2138 | 1 | |
| 2191 | 1 | |
| 2614 | 1 | |
| 2638 | 1 |
| Value | Count | Frequency (%) |
| 60476 | 1 | |
| 57521 | 1 | |
| 54463 | 1 | |
| 52360 | 1 | |
| 50824 | 1 | |
| 48144 | 1 | |
| 40727 | 1 | |
| 29461 | 1 | |
| 28925 | 1 | |
| 27514 | 1 |
| Distinct | 352 |
|---|---|
| Distinct (%) | 97.0% |
| Missing | 140 |
| Missing (%) | 27.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4836.107438 |
| Minimum | 0 |
|---|---|
| Maximum | 70948 |
| Zeros | 3 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 472.2 |
| Q1 | 908 |
| median | 2023 |
| Q3 | 4174 |
| 95-th percentile | 21171.1 |
| Maximum | 70948 |
| Range | 70948 |
| Interquartile range (IQR) | 3266 |
Descriptive statistics
| Standard deviation | 9643.271699 |
|---|---|
| Coefficient of variation (CV) | 1.994015192 |
| Kurtosis | 19.96673078 |
| Mean | 4836.107438 |
| Median Absolute Deviation (MAD) | 1271 |
| Skewness | 4.284671332 |
| Sum | 1755507 |
| Variance | 92992689.07 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 744 | 3 | 0.6% |
| 967 | 3 | 0.6% |
| 0 | 3 | 0.6% |
| 865 | 2 | 0.4% |
| 633 | 2 | 0.4% |
| 1353 | 2 | 0.4% |
| 1198 | 2 | 0.4% |
| 1509 | 2 | 0.4% |
| 1443 | 1 | 0.2% |
| 7894 | 1 | 0.2% |
| Other values (342) | 342 | |
| (Missing) | 140 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 6 | 1 | 0.2% |
| 198 | 1 | 0.2% |
| 224 | 1 | 0.2% |
| 234 | 1 | 0.2% |
| 274 | 1 | 0.2% |
| 337 | 1 | 0.2% |
| 353 | 1 | 0.2% |
| 372 | 1 | 0.2% |
| 382 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 70948 | 1 | |
| 63469 | 1 | |
| 61707 | 1 | |
| 58094 | 1 | |
| 50920 | 1 | |
| 49320 | 1 | |
| 49132 | 1 | |
| 41215 | 1 | |
| 40022 | 1 | |
| 39441 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Tanggal Jam | Total Pasien | Sembuh | Meninggal | Self Isolation | Masih Perawatan | Menunggu Hasil | Tenaga Kesehatan Terinfeksi | Positif Harian | Positif Aktif | Sembuh Harian | Tanpa Gejala | Bergejala | Belum Ada Data | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2020-03-01 18:00:00 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | 0 | 0 | 0 | NaN | NaN | NaN |
| 1 | 2020-03-02 18:00:00 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | 0 | 0 | 0 | NaN | NaN | NaN |
| 2 | 2020-03-03 18:00:00 | 3 | 0 | 1 | 0 | 2 | NaN | NaN | 3 | 2 | 0 | NaN | NaN | NaN |
| 3 | 2020-03-04 18:00:00 | 3 | 0 | 1 | 0 | 2 | NaN | NaN | 0 | 2 | 0 | NaN | NaN | NaN |
| 4 | 2020-03-05 18:00:00 | 7 | 0 | 3 | 0 | 4 | NaN | NaN | 4 | 4 | 0 | NaN | NaN | NaN |
| 5 | 2020-03-06 18:00:00 | 7 | 0 | 3 | 0 | 4 | NaN | NaN | 0 | 4 | 0 | NaN | NaN | NaN |
| 6 | 2020-03-07 18:00:00 | 7 | 0 | 3 | 0 | 4 | NaN | NaN | 0 | 4 | 0 | NaN | NaN | NaN |
| 7 | 2020-03-08 18:00:00 | 7 | 0 | 3 | 0 | 4 | NaN | NaN | 0 | 4 | 0 | NaN | NaN | NaN |
| 8 | 2020-03-09 18:00:00 | 34 | 0 | 3 | 0 | 31 | NaN | NaN | 27 | 31 | 0 | NaN | NaN | NaN |
| 9 | 2020-03-10 18:00:00 | 34 | 0 | 3 | 0 | 31 | NaN | NaN | 0 | 31 | 0 | NaN | NaN | NaN |
Last rows
| Tanggal Jam | Total Pasien | Sembuh | Meninggal | Self Isolation | Masih Perawatan | Menunggu Hasil | Tenaga Kesehatan Terinfeksi | Positif Harian | Positif Aktif | Sembuh Harian | Tanpa Gejala | Bergejala | Belum Ada Data | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 493 | 2021-07-07 08:00:00 | 610303 | 501199 | 9042 | 69644 | 30418 | NaN | NaN | 9366 | 100062 | 3707 | 18376.0 | 57521.0 | 24165.0 |
| 494 | 2021-07-08 08:00:00 | 623277 | 512085 | 9110 | 72361 | 29721 | NaN | NaN | 12974 | 102082 | 10886 | 14748.0 | 50824.0 | 36510.0 |
| 495 | 2021-07-09 08:00:00 | 636389 | 526941 | 9306 | 73239 | 26903 | NaN | NaN | 13112 | 100142 | 14856 | 10095.0 | 40727.0 | 49320.0 |
| 496 | 2021-07-10 08:00:00 | 649309 | 543867 | 9357 | 71812 | 24273 | NaN | NaN | 12920 | 96085 | 16926 | 7999.0 | 26379.0 | 61707.0 |
| 497 | 2021-07-11 08:00:00 | 662442 | 564437 | 9395 | 68251 | 20359 | NaN | NaN | 13133 | 88610 | 20570 | 4769.0 | 12893.0 | 70948.0 |
| 498 | 2021-07-12 08:00:00 | 677061 | 584912 | 9462 | 66581 | 16106 | NaN | NaN | 14619 | 82687 | 20475 | 17649.0 | 25597.0 | 39441.0 |
| 499 | 2021-07-13 08:00:00 | 689243 | 589486 | 9541 | 71848 | 18368 | NaN | NaN | 12182 | 90216 | 4574 | 16957.0 | 22339.0 | 50920.0 |
| 500 | 2021-07-14 08:00:00 | 701910 | 592556 | 9603 | 78571 | 21180 | NaN | NaN | 12667 | 99751 | 3070 | 32752.0 | 54463.0 | 12536.0 |
| 501 | 2021-07-15 08:00:00 | 714601 | 595582 | 9743 | 86298 | 22978 | NaN | NaN | 12691 | 109276 | 3026 | 31922.0 | 52360.0 | 24994.0 |
| 502 | 2021-07-16 08:00:00 | 727016 | 604034 | 9845 | 88294 | 24843 | NaN | NaN | 12415 | 113137 | 8452 | 28216.0 | 48144.0 | 36777.0 |